Surf is getting a cleaner proof point than another agent-token chart: IOSG is using it inside diligence, where errors become bad allocations instead of bad tweets. Surf’s own Research 2.0 claim is 4x fewer hallucinations and 2x research-logic consistency, and IOSG is stress-testing that across mindshare, perp liquidations by exchange, VC data, prediction markets and fundraising.

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